{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-23T01:50:04.360462Z",
     "iopub.status.busy": "2021-06-23T01:50:04.360184Z",
     "iopub.status.idle": "2021-06-23T01:50:04.478735Z",
     "shell.execute_reply": "2021-06-23T01:50:04.477654Z",
     "shell.execute_reply.started": "2021-06-23T01:50:04.360440Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "总用量 4682864\n",
      "-rw-rw-r--   1 lyz lyz         48 6月  23 09:38 submit_sample.csv\n",
      "drwxrwxr-x   3 lyz lyz     180224 6月  23 09:47 初赛_测试集\n",
      "-rw-rw-r--   1 lyz lyz 4795054696 6月  22 19:24 科大讯飞股份有限公司_广告图片素材分类算法挑战赛.zip\n",
      "drwxrwxr-x 139 lyz lyz       4096 6月  18 00:39 训练集\n"
     ]
    }
   ],
   "source": [
    "!ls ../data/ -l"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-23T01:50:46.905120Z",
     "iopub.status.busy": "2021-06-23T01:50:46.904754Z",
     "iopub.status.idle": "2021-06-23T01:50:47.018063Z",
     "shell.execute_reply": "2021-06-23T01:50:47.016730Z",
     "shell.execute_reply.started": "2021-06-23T01:50:46.905092Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0    105  112  12   127  134  19  26  33  40  48  55  62  7   77  84  91  99\n",
      "1    106  113  120  128  135  2   27  34  41  49  56  63  70  78  85  92\n",
      "10   107  114  121  129  136  20  28  35  42  5   57  64  71  79  86  93\n",
      "100  108  115  122  13\t 14   21  29  36  43  50  58  65  72  8   87  94\n",
      "101  109  116  123  130  15   22  3   37  44  51  59  66  73  80  88  95\n",
      "102  11   117  124  131  16   23  30  38  45  52  6   67  74  81  89  96\n",
      "103  110  118  125  132  17   24  31  39  46  53  60  68  75  82  9   97\n",
      "104  111  119  126  133  18   25  32  4   47  54  61  69  76  83  90  98\n"
     ]
    }
   ],
   "source": [
    "!ls ../data/训练集/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-23T01:54:34.703972Z",
     "iopub.status.busy": "2021-06-23T01:54:34.703415Z",
     "iopub.status.idle": "2021-06-23T01:54:36.272376Z",
     "shell.execute_reply": "2021-06-23T01:54:36.271887Z",
     "shell.execute_reply.started": "2021-06-23T01:54:34.703925Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import cv2\n",
    "import glob\n",
    "\n",
    "%pylab inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-23T01:59:05.053870Z",
     "iopub.status.busy": "2021-06-23T01:59:05.053318Z",
     "iopub.status.idle": "2021-06-23T01:59:05.178930Z",
     "shell.execute_reply": "2021-06-23T01:59:05.177923Z",
     "shell.execute_reply.started": "2021-06-23T01:59:05.053820Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "train_df = pd.DataFrame({'path': glob.glob('../data/训练集/*/*')})\n",
    "train_df['label'] = train_df['path'].apply(lambda x: int(x.split('/')[-2]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-23T02:09:21.034963Z",
     "iopub.status.busy": "2021-06-23T02:09:21.034444Z",
     "iopub.status.idle": "2021-06-23T02:09:21.040433Z",
     "shell.execute_reply": "2021-06-23T02:09:21.039667Z",
     "shell.execute_reply.started": "2021-06-23T02:09:21.034918Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "137"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_df['label'].nunique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-23T01:59:05.950547Z",
     "iopub.status.busy": "2021-06-23T01:59:05.950013Z",
     "iopub.status.idle": "2021-06-23T01:59:05.955328Z",
     "shell.execute_reply": "2021-06-23T01:59:05.954671Z",
     "shell.execute_reply.started": "2021-06-23T01:59:05.950500Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def show_image(paths):\n",
    "    plt.figure(figsize=(10, 8))\n",
    "    for idx, path in enumerate(paths):\n",
    "        plt.subplot(1, len(paths), idx+1)\n",
    "        img = cv2.imread(path)\n",
    "        img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n",
    "        plt.imshow(img)\n",
    "        plt.xticks([]); plt.yticks([])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-23T01:59:06.728416Z",
     "iopub.status.busy": "2021-06-23T01:59:06.727843Z",
     "iopub.status.idle": "2021-06-23T01:59:07.059188Z",
     "shell.execute_reply": "2021-06-23T01:59:07.058517Z",
     "shell.execute_reply.started": "2021-06-23T01:59:06.728368Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_image(train_df.sample(5)['path'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-23T01:59:08.013053Z",
     "iopub.status.busy": "2021-06-23T01:59:08.012688Z",
     "iopub.status.idle": "2021-06-23T01:59:09.150586Z",
     "shell.execute_reply": "2021-06-23T01:59:09.149916Z",
     "shell.execute_reply.started": "2021-06-23T01:59:08.013020Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 8))\n",
    "train_df['label'].value_counts().plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-23T01:59:10.627648Z",
     "iopub.status.busy": "2021-06-23T01:59:10.627302Z",
     "iopub.status.idle": "2021-06-23T01:59:11.120710Z",
     "shell.execute_reply": "2021-06-23T01:59:11.120217Z",
     "shell.execute_reply.started": "2021-06-23T01:59:10.627619Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_image(train_df[train_df['label'] == 1].sample(5)['path'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-23T01:59:22.869484Z",
     "iopub.status.busy": "2021-06-23T01:59:22.868923Z",
     "iopub.status.idle": "2021-06-23T01:59:23.241559Z",
     "shell.execute_reply": "2021-06-23T01:59:23.240896Z",
     "shell.execute_reply.started": "2021-06-23T01:59:22.869437Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_image(train_df[train_df['label'] == 0].sample(5)['path'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 模型训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-23T02:04:42.189882Z",
     "iopub.status.busy": "2021-06-23T02:04:42.189312Z",
     "iopub.status.idle": "2021-06-23T02:04:59.011901Z",
     "shell.execute_reply": "2021-06-23T02:04:59.010626Z",
     "shell.execute_reply.started": "2021-06-23T02:04:42.189836Z"
    }
   },
   "outputs": [],
   "source": [
    "import os, sys, codecs, glob\n",
    "from PIL import Image, ImageDraw\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import cv2\n",
    "\n",
    "import torch\n",
    "torch.backends.cudnn.benchmark = False\n",
    "# torch.backends.cudnn.enabled = False\n",
    "\n",
    "import torchvision.models as models\n",
    "import torchvision.transforms as transforms\n",
    "import torchvision.datasets as datasets\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "import torch.optim as optim\n",
    "from torch.autograd import Variable\n",
    "from torch.utils.data.dataset import Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-23T02:22:50.556035Z",
     "iopub.status.busy": "2021-06-23T02:22:50.555455Z",
     "iopub.status.idle": "2021-06-23T02:22:50.562045Z",
     "shell.execute_reply": "2021-06-23T02:22:50.561393Z",
     "shell.execute_reply.started": "2021-06-23T02:22:50.555971Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "class XunFeiDataset(Dataset):\n",
    "    def __init__(self, img_path, img_label, transform=None):\n",
    "        self.img_path = img_path\n",
    "        self.img_label = img_label\n",
    "        self.transform = transform\n",
    "\n",
    "    def __getitem__(self, index):\n",
    "        # print(self.img_path[index], cv2.imread(self.img_path[index]).shape)\n",
    "        img = Image.open(self.img_path[index]).convert('RGB')\n",
    "        \n",
    "        if self.transform is not None:\n",
    "            img = self.transform(img)\n",
    "        \n",
    "        label = torch.from_numpy(np.array([self.img_label[index]]))\n",
    "        return img, label\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.img_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-23T02:19:03.900212Z",
     "iopub.status.busy": "2021-06-23T02:19:03.899665Z",
     "iopub.status.idle": "2021-06-23T02:19:03.907555Z",
     "shell.execute_reply": "2021-06-23T02:19:03.906941Z",
     "shell.execute_reply.started": "2021-06-23T02:19:03.900164Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def accuracy(output, target, topk=(1,)):\n",
    "    \"\"\"Computes the accuracy over the k top predictions for the specified values of k\"\"\"\n",
    "    with torch.no_grad():\n",
    "        maxk = max(topk)\n",
    "        batch_size = target.size(0)\n",
    "\n",
    "        _, pred = output.topk(maxk, 1, True, True)\n",
    "        pred = pred.t()\n",
    "        correct = pred.eq(target.view(1, -1).expand_as(pred))\n",
    "\n",
    "        # print(correct.shape)\n",
    "        res = []\n",
    "        for k in topk:\n",
    "            # print(correct[:k].shape)\n",
    "            correct_k = correct[:k].float().sum()\n",
    "            res.append(correct_k.mul_(100.0 / batch_size))\n",
    "            \n",
    "        # print(res)\n",
    "        return res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-23T02:28:20.388486Z",
     "iopub.status.busy": "2021-06-23T02:28:20.387887Z",
     "iopub.status.idle": "2021-06-23T02:28:20.401674Z",
     "shell.execute_reply": "2021-06-23T02:28:20.401174Z",
     "shell.execute_reply.started": "2021-06-23T02:28:20.388436Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "train_df = train_df.sample(frac = 1.0)\n",
    "\n",
    "train_loader = torch.utils.data.DataLoader(\n",
    "    XunFeiDataset(train_df['path'].values[:-2000], train_df['label'].values[:-2000],\n",
    "                        transforms.Compose([\n",
    "                        transforms.Resize((300, 300)),\n",
    "                        transforms.RandomHorizontalFlip(),\n",
    "                        transforms.RandomVerticalFlip(),\n",
    "                        transforms.RandomAffine(5, scale=[0.95, 1.05]),\n",
    "                        transforms.RandomCrop((256, 256)),\n",
    "                        transforms.ToTensor(),\n",
    "                        transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
    "        ])\n",
    "    ),\n",
    "    batch_size=50, shuffle=True, num_workers=5,\n",
    ")\n",
    "\n",
    "val_loader = torch.utils.data.DataLoader(\n",
    "    XunFeiDataset(train_df['path'].values[-2000:], train_df['label'].values[-2000:],\n",
    "                        transforms.Compose([\n",
    "                        transforms.Resize((256, 256)),\n",
    "                        transforms.RandomHorizontalFlip(),\n",
    "                        transforms.RandomVerticalFlip(),\n",
    "                        transforms.ToTensor(),\n",
    "                        transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
    "        ])\n",
    "    ),\n",
    "    batch_size=50, shuffle=False, num_workers=5,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-23T02:28:21.115204Z",
     "iopub.status.busy": "2021-06-23T02:28:21.114675Z",
     "iopub.status.idle": "2021-06-23T02:28:21.343985Z",
     "shell.execute_reply": "2021-06-23T02:28:21.343316Z",
     "shell.execute_reply.started": "2021-06-23T02:28:21.115171Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import timm\n",
    "model = timm.create_model('efficientnet_b0', num_classes=137, \n",
    "                          pretrained=True, in_chans=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-23T02:28:22.269294Z",
     "iopub.status.busy": "2021-06-23T02:28:22.268768Z",
     "iopub.status.idle": "2021-06-23T02:33:01.739772Z",
     "shell.execute_reply": "2021-06-23T02:33:01.739247Z",
     "shell.execute_reply.started": "2021-06-23T02:28:22.269246Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch/Batch\t\tTrain: loss/Top1/Top3\t\tTest: loss/Top1/Top3\n",
      "0 /0     \t\t5.0060/2.0000/2.0000\t\t4.7274/9.9500/16.7000\n",
      "0 /100   \t\t4.1356/10.0000/18.0000\t\t3.6042/22.0000/34.9500\n",
      "0 /200   \t\t3.8388/18.0000/28.6667\t\t3.3835/24.7500/39.1000\n",
      "0 /300   \t\t3.6702/20.0000/33.5000\t\t3.3034/24.4500/40.0500\n",
      "0 /400   \t\t3.5435/22.0000/35.6000\t\t3.1019/29.5500/45.2500\n",
      "0 /500   \t\t3.4333/23.3333/37.0000\t\t2.9650/31.4000/48.4500\n",
      "0 /600   \t\t3.3566/23.1429/38.5714\t\t2.9195/31.5500/48.3500\n",
      "0 /700   \t\t3.2890/24.0000/40.5000\t\t2.8279/33.4500/51.6500\n",
      "0 /800   \t\t3.2269/24.6667/41.3333\t\t2.7223/35.4500/51.7500\n",
      "0 /900   \t\t3.1695/25.6000/42.0000\t\t2.6637/36.5000/53.6000\n"
     ]
    }
   ],
   "source": [
    "model = model.cuda()\n",
    "loss_fn = nn.CrossEntropyLoss()\n",
    "optimizer = optim.Adam(model.parameters(), lr=0.01)\n",
    "scheduler = optim.lr_scheduler.StepLR(optimizer, step_size=len(train_loader) / 10, gamma=0.95)\n",
    "\n",
    "print('Epoch/Batch\\t\\tTrain: loss/Top1/Top3\\t\\tTest: loss/Top1/Top3')\n",
    "\n",
    "for epoch in range(1):\n",
    "    train_losss, train_acc1s, train_acc5s = [], [], []\n",
    "    for i, data in enumerate(train_loader):\n",
    "        scheduler.step()\n",
    "        model = model.train()\n",
    "        train_img, train_label = data\n",
    "        optimizer.zero_grad()\n",
    "        \n",
    "        train_img = Variable(train_img).cuda()\n",
    "        train_label = Variable(train_label.view(-1)).cuda()\n",
    "\n",
    "        output = model(train_img)\n",
    "        train_loss = loss_fn(output, train_label)\n",
    "        \n",
    "        train_loss.backward()\n",
    "        optimizer.step()\n",
    "        \n",
    "        train_losss.append(train_loss.item())\n",
    "\n",
    "        if i % int(100) == 0:\n",
    "            val_losss, val_acc1s, val_acc5s = [], [], []\n",
    "            \n",
    "            with torch.no_grad():\n",
    "                train_acc1, train_acc3 = accuracy(output, train_label, topk=(1, 3))\n",
    "                train_acc1s.append(train_acc1.data.item())\n",
    "                train_acc5s.append(train_acc3.item())\n",
    "            \n",
    "                for data in val_loader:\n",
    "                    val_images, val_labels = data\n",
    "                    \n",
    "                    # val_images = Variable(val_images).cuda(async=True)\n",
    "                    # val_labels = Variable(val_labels.view(-1)).cuda()\n",
    "\n",
    "                    val_images = Variable(val_images).cuda()\n",
    "                    val_labels = Variable(val_labels.view(-1)).cuda() \n",
    "                    \n",
    "                    output = model(val_images)\n",
    "                    val_loss = loss_fn(output, val_labels)\n",
    "                    val_acc1, val_acc3 = accuracy(output, val_labels, topk=(1, 3))\n",
    "                    \n",
    "                    val_losss.append(val_loss.item())\n",
    "                    val_acc1s.append(val_acc1.item())\n",
    "                    val_acc5s.append(val_acc3.item())\n",
    "                    \n",
    "            logstr = '{0:2s}/{1:6s}\\t\\t{2:.4f}/{3:.4f}/{4:.4f}\\t\\t{5:.4f}/{6:.4f}/{7:.4f}'.format(\n",
    "                    str(epoch), str(i),\n",
    "                    np.mean(train_losss, 0), np.mean(train_acc1s, 0), np.mean(train_acc5s, 0),\n",
    "                    np.mean(val_losss, 0), np.mean(val_acc1s, 0), np.mean(val_acc5s, 0),\n",
    "                )\n",
    "            torch.save(model.state_dict(), '.model_{0}.pt'.format(epoch))\n",
    "            print(logstr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-23T02:33:09.549252Z",
     "iopub.status.busy": "2021-06-23T02:33:09.548727Z",
     "iopub.status.idle": "2021-06-23T02:33:09.568301Z",
     "shell.execute_reply": "2021-06-23T02:33:09.567422Z",
     "shell.execute_reply.started": "2021-06-23T02:33:09.549206Z"
    }
   },
   "outputs": [],
   "source": [
    "test_df = pd.DataFrame({'path': glob.glob('../data/初赛_测试集/*')})\n",
    "test_df['label'] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-23T02:33:25.438251Z",
     "iopub.status.busy": "2021-06-23T02:33:25.437701Z",
     "iopub.status.idle": "2021-06-23T02:33:25.446906Z",
     "shell.execute_reply": "2021-06-23T02:33:25.446325Z",
     "shell.execute_reply.started": "2021-06-23T02:33:25.438205Z"
    }
   },
   "outputs": [],
   "source": [
    "test_loader = torch.utils.data.DataLoader(\n",
    "    XunFeiDataset(test_df['path'].values[:], test_df['label'].values[:],\n",
    "                        transforms.Compose([\n",
    "                        transforms.Resize((256, 256)),\n",
    "                        transforms.RandomHorizontalFlip(),\n",
    "                        transforms.RandomVerticalFlip(),\n",
    "                        transforms.ToTensor(),\n",
    "                        transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
    "        ])\n",
    "    ),\n",
    "    batch_size=50, shuffle=False, num_workers=5,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-23T02:33:41.224783Z",
     "iopub.status.busy": "2021-06-23T02:33:41.224397Z",
     "iopub.status.idle": "2021-06-23T02:34:55.491219Z",
     "shell.execute_reply": "2021-06-23T02:34:55.490706Z",
     "shell.execute_reply.started": "2021-06-23T02:33:41.224750Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:6: UserWarning: This overload of cuda is deprecated:\n",
      "\tcuda(torch.device device, bool async, *, torch.memory_format memory_format)\n",
      "Consider using one of the following signatures instead:\n",
      "\tcuda(torch.device device, bool non_blocking, *, torch.memory_format memory_format) (Triggered internally at  /pytorch/torch/csrc/utils/python_arg_parser.cpp:882.)\n",
      "  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n"
     ]
    }
   ],
   "source": [
    "pred_tta = []\n",
    "for tti in range(5):\n",
    "    pred = []\n",
    "    with torch.no_grad():\n",
    "        for t, (x, y) in enumerate(test_loader):\n",
    "            x_var = Variable(x).cuda(async=True)\n",
    "            y_var = Variable(y).cuda()\n",
    "            scores = model(x_var)\n",
    "            pred.append(scores.data.cpu().numpy())\n",
    "    pred = np.concatenate(pred, 0)    \n",
    "    print(tti)\n",
    "    pred_tta.append(pred)\n",
    "\n",
    "pred = np.mean(pred_tta, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-23T02:36:21.584727Z",
     "iopub.status.busy": "2021-06-23T02:36:21.584217Z",
     "iopub.status.idle": "2021-06-23T02:36:21.596685Z",
     "shell.execute_reply": "2021-06-23T02:36:21.595988Z",
     "shell.execute_reply.started": "2021-06-23T02:36:21.584695Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "test_df['category_id'] = pred.argmax(1)\n",
    "test_df['image_id'] = test_df['path'].apply(lambda x: x.split('/')[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-23T02:37:08.220862Z",
     "iopub.status.busy": "2021-06-23T02:37:08.220395Z",
     "iopub.status.idle": "2021-06-23T02:37:08.233229Z",
     "shell.execute_reply": "2021-06-23T02:37:08.232516Z",
     "shell.execute_reply.started": "2021-06-23T02:37:08.220824Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "test_df[['image_id','category_id']].to_csv('submit.csv', index=None)"
   ]
  }
 ],
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